Data Scientist Artificial Intelligence Machine Learning Natural Language Processing

Company Description

Bosch Global Software Technologies Private Limited is a fully owned subsidiary of Robert Bosch GmbH, a foremost global provider of technology and services, delivering end-to-end Engineering, IT, and Business Solutions. With over 22,700 associates, it's the largest software development center of Bosch outside Germany. It signifies Bosch's Technology Powerhouse in India with a global footprint and presence in the US, Europe, and the Asia Pacific region.

Job Description

Education and Work Experience Requirements:

• 3 to 5 years of experience as a Data Scientist
• A solid track record and experience with statistical modeling/data mining algorithms such as Multivariate Regression, Logistic Regression, clustering algorithms, Support Vector Machines, Decision Trees, etc. Experience with Machine learning, deep learning, graph mining, DOE, Forecasting, Segmentation, Uncertainty Analysis, and others. Proficiency in Data Mining i.e. Text Mining, Classification Methods – SVM, NN, etc. Knowledge of the Vector Space model for Unstructured Text, Sentiment Analysis, Association Mining, Semantic Analysis.
• Good knowledge of advanced statistical methods and experience working with Text Data using a transformer-based model.
• Experience in creating statistical models and/or optimization frameworks for process/product/profit improvement.
• Expertise in one of the following scripting languages: Python, R, Tensorflow, Keras, Pytorch, OpenNLP, CoreNLP, WordNet, NLTK, SpaCy, Gensim, Large Language Models, Knowledge Graphs.
• Good understanding and experience with machine learning algorithms and ability to apply them in supervised and un-supervised NLP tasks.
• Knowledge of NLP algorithms that can handle various NLP tasks such as intent recognition, entity extraction, language modeling, text classification, question answering, text summarization, topic modeling, and so on.
• Experience building and fine-tuning Language Models (LMs), such as BERT, ELMo, XLNet etc, to solve specific NLP tasks.
• Technically savvy and willing to work with open-source tools.
• Familiarity with Cloud, API frameworks like Flask, Fast API is desirable.
• Prior experience working in the Mobility or Healthcare domain is a plus.
• Mandatory Skills:
• Develop, test, and deploy Machine Learning models using state-of-the-art algorithms with a strong focus on language models.
• Mine and analyze data, applying statistical methods as necessary, related to customers’ discovery and viewing experiences to identify critical product insights.
• Experience in creating statistical models and/or optimization frameworks for improving processes/products/profits
• Interact with our research team and with key partners to build end-to-end AI/ML/NLP solutions such as Conversational AI and document understanding
• Mine and analyze data, applying statistical methods as necessary, related to customers’ discovery, and viewing experiences to identify critical product insights.
• Drive efforts to enable product and engineering leaders to share your knowledge and insights through clear and concise communication, education, and data visualization.
• Translate analytic insights into concrete, actionable recommendations for business or product improvement.
• Build and improve reusable tools & modelling pipelines and support knowledge sharing across several teams.

Qualifications

BE, Btech, MS, MCA